{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Classification with PyTorch/TensorFlow\n",
    "\n",
    "Lab Assignment from [AI for Beginners Curriculum](https://github.com/microsoft/ai-for-beginners).\n",
    "\n",
    "## Part 1: Iris Classification\n",
    "\n",
    "Iris Dataset contains 150 records of 3 different classes of irises. Each record contains 4 numeric parameters: sepal length/width and petal length/width. It is an example of a simple dataset, for which you do not need a powerful neural network.\n",
    "\n",
    "### Getting the Dataset\n",
    "\n",
    "Iris dataset is build into Scikit Learn, so we can easily get it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features: ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)'], Classes: ['setosa' 'versicolor' 'virginica']\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "iris = load_iris()\n",
    "features = iris['data']\n",
    "labels = iris['target']\n",
    "class_names = iris['target_names']\n",
    "feature_names = iris['feature_names']\n",
    "\n",
    "print(f\"Features: {feature_names}, Classes: {class_names}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize the Data\n",
    "\n",
    "In many cases, it makes sense to visualize the data to see if they look separable - it would assure us that we should be able to build good classification model. Because we have a few features, we can build a series of pairwise 2D scatter plots, showing different classes by different dot colors. This can be automatically done by a package called **seaborn**:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal length (cm)</th>\n",
       "      <th>sepal width (cm)</th>\n",
       "      <th>petal length (cm)</th>\n",
       "      <th>petal width (cm)</th>\n",
       "      <th>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)  \\\n",
       "0                  5.1               3.5                1.4               0.2   \n",
       "1                  4.9               3.0                1.4               0.2   \n",
       "2                  4.7               3.2                1.3               0.2   \n",
       "3                  4.6               3.1                1.5               0.2   \n",
       "4                  5.0               3.6                1.4               0.2   \n",
       "..                 ...               ...                ...               ...   \n",
       "145                6.7               3.0                5.2               2.3   \n",
       "146                6.3               2.5                5.0               1.9   \n",
       "147                6.5               3.0                5.2               2.0   \n",
       "148                6.2               3.4                5.4               2.3   \n",
       "149                5.9               3.0                5.1               1.8   \n",
       "\n",
       "     Label  \n",
       "0        0  \n",
       "1        0  \n",
       "2        0  \n",
       "3        0  \n",
       "4        0  \n",
       "..     ...  \n",
       "145      2  \n",
       "146      2  \n",
       "147      2  \n",
       "148      2  \n",
       "149      2  \n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.DataFrame(features,columns=feature_names).join(pd.DataFrame(labels,columns=['Label']))\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x14f4f772f70>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 762.375x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df,hue='Label')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Normalize and Encode the Data\n",
    "\n",
    "To prepare data to neural network training, we need to normalize inputs in the range [0..1]. This can be done either using plain `numpy` operations, or [Scikit Learn methods](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.normalize.html).\n",
    "\n",
    "Also, you need to decide if you want target label to be one-hot encoded or not. PyTorch and TensorFlow allow you feed in class number either as an integer (from 0 to N-1), or as one-hot encoded vector. When creating neural network structure, you need to specify loss function accordingly (eg. *sparse categorical crossentropy* for numeric representation, and *crossentropy loss* for one-hot encoding). One-hot encoding can also be [done using Sklearn](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html), or by using this piece of code:\n",
    "\n",
    "```python\n",
    "n_values = np.max(labels) + 1\n",
    "labels_onehot = np.eye(n_values)[labels]\n",
    "``` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Code to normalize and encode the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Split the Data into Train and Test\n",
    "\n",
    "Since we do not have separate train and test dataset, we need to split it intro train and test dataset [using Sklearn](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define and Train Neural Network\n",
    "\n",
    "Now you are ready to go, import your preferred framework, define the neural network and start training, observing the behavior of train and validation accuracy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Train the network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Visualize train/validation accuracy graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Experiment\n",
    "\n",
    "Now you can experiment with different network architectures to see how it affects the result. Try:\n",
    "1. One-layer network with 3 neurons (equal to the number of classes)\n",
    "1. Two-layer network with small/medium/large hidden layer\n",
    "1. Using more layers\n",
    "\n",
    "Make sure you observe overfitting when you are using rich model with lots of neurons (parameters)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Experiment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 2: MNIST Training\n",
    "\n",
    "Both Keras and PyTorch contain MNIST as built-in dataset, so you can easily get it with a couple of lines of code ([Keras](https://keras.io/api/datasets/mnist/), [PyTorch](https://pytorch.org/vision/stable/datasets.html)). You will also be able to load both train and test datasets without manually splitting them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now you need to perform the steps above to make sure dataset is normalized (it would probably already be), defining and training a neural network.\n",
    "\n",
    "## Takeaway\n",
    "\n",
    "1. Neural networks can be used for traditional machine learning tasks. However, they are in many cases too powerful, and can cause overfitting.\n",
    "1. It is important in this assignment that you observe the overfitting behavior, and try to avoid it.\n",
    "1. With frameworks like Keras, sometimes training a neural network is quite straightforward. But you need to understand what goes on."
   ]
  }
 ],
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